Update README.md

README.md

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 Welcome to our submission for the **Hugging Face GenAI Agents & MCP Hackathon**!  
 Falconz is a **multi-model AI security platform** built with **Gradio & MCP**, designed to detect **jailbreaks, prompt injections, and unsafe LLM outputs in Agentic pipelines / LLM based workflows across multiple foundation models** in real time.
 
-🎥 **Demo Video:**  https://huggingface.co/spaces/MCP-1st-Birthday/Falconzz_M.C.P_Hackathon/resolve/main/linkedin.mp4 
-🌐 **Demo Video:**  - LinkedIn post: https://www.linkedin.com/posts/sallu-mandya_ai-aiagents-mcp-activity-7399436956662841344-3o1I?utm_source=share&utm_medium=member_desktop&rcm=ACoAACD-K8sBnXZWALlW2yw-AnT_4KptCJFJs7M
-🖼️ **System Architecture:**   - Architecture:  https://huggingface.co/spaces/MCP-1st-Birthday/Falconzz_M.C.P_Hackathon/resolve/main/mcparchitecture.png
+🎥 **Demo Video:**  
+Main Falconz demo showcasing core features.  
+https://huggingface.co/spaces/MCP-1st-Birthday/Falconzz_M.C.P_Hackathon/resolve/main/linkedin.mp4 
+
+🌐 **Demo Video (LinkedIn Post):**  
+Public announcement and shareable link.  
+https://www.linkedin.com/posts/sallu-mandya_ai-aiagents-mcp-activity-7399436956662841344-3o1I?utm_source=share&utm_medium=member_desktop&rcm=ACoAACD-K8sBnXZWALlW2yw-AnT_4KptCJFJs7M
+
+🖼️ **System Architecture:**  
+Visual overview of Falconz components.  
+https://huggingface.co/spaces/MCP-1st-Birthday/Falconzz_M.C.P_Hackathon/resolve/main/mcparchitecture.png
 
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